conftrace_

model-based algorithm

7 papers

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Co-occurring keywords

regret bound (1926) model-based rl (21) exploration bonus (38) minimax optimal (90) markov decision process (790) sample complexity (1169) reinforcement learning (4352) continuous-time reinforcement learning (5) time-adaptive policy (1) factored mdp (11)

Papers

Settling the sample complexity of online reinforcement learning COLT 2024
Sample Complexity Characterization for Linear Contextual MDPs AISTATS 2024
When to Sense and Control? A Time-adaptive Approach for Continuous-Time RL NIPS 2024
Exploration in Reward Machines with Low Regret AISTATS 2023
Human-in-the-loop: Provably Efficient Preference-based Reinforcement Learning with General Function Approximation ICML 2022
Stochastic Shortest Path: Minimax, Parameter-Free and Towards Horizon-Free Regret NIPS 2021
Towards Minimax Optimal Reinforcement Learning in Factored Markov Decision Processes NIPS 2020